Charlie Labs

Charlie will remain available until October 5, 2026, to give you time to migrate off the service.

How Coforma uses Charlie across daemons, PR reviews, and dozens of application and infrastructure repositories.

What we learned about making AI engineering work owned, bounded, verifiable, and useful to a team.

How legible Task state and artifact-linked updates give people one clear next action.

How evidence-backed completion prevents confident reports from outrunning artifacts, provider state, tests, and CI.

How bounded daemon activations make recurring repository work dependable without a process that runs forever.

How sourceable, freshness-bound context prevents stale guidance from becoming invisible memory.

How scoped execution environments turn plans into durable, reviewable code artifacts without becoming lifecycle authority.

How follow-ups change active work safely without starting over or letting stale requirements continue.

Define repository-owned review policy in Markdown while Charlie selects relevant lanes, verifies evidence, and delivers one coherent pull request review.